{"id":"W4387877716","doi":"10.1503/cmaj.230628","title":"Aspiration pneumonia","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Aspiration pneumonia; Pneumonia; Dysphagia; Medicine; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003696502,0.00007474706,0.0001256212,0.0002747081,0.0009983365,0.00003708235,0.0001761331,0.0003065746,0.0114688],"category_scores_gemma":[0.001250577,0.00006893036,0.00004990499,0.000451995,0.000009430457,0.0001502731,0.00002876125,0.001054389,0.008813679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127056,"about_ca_system_score_gemma":0.002887822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534791,"about_ca_topic_score_gemma":0.03961023,"domain_scores_codex":[0.9973247,0.0003544184,0.0004265067,0.0001063531,0.001138345,0.0006496923],"domain_scores_gemma":[0.998163,0.0002329781,0.000211982,0.00007879597,0.0002610779,0.001052195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001204037,0.00000496351,0.1244126,0.000008893042,0.00005324936,0.0001434513,0.0003896421,0.000003799168,0.000007918209,0.003170425,0.8465016,0.02530224],"study_design_scores_gemma":[0.0004022023,0.0000187611,0.1770779,0.00003326847,0.0000103112,0.000002810813,0.00105226,0.0004479401,3.368656e-7,0.0005929187,0.8202956,0.00006568003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3164795,0.00006541578,0.0005365616,0.3539884,0.01431266,0.0007879758,0.00002938244,0.0003950513,0.313405],"genre_scores_gemma":[0.8371173,0.0002923555,0.0001146248,0.06941355,0.006836277,0.00009507019,0.00008517122,0.00004775856,0.08599791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5206378,"threshold_uncertainty_score":0.9919581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013195048556021,"score_gpt":0.3773888494523864,"score_spread":0.3472568989668262,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}